Back to search

Article

What Is a Generative Model? Definitions, Disagreements, and Evaluation in Human Neuroimaging

2026-01-14

Abstract excerpt

The term generative model is widely used in human neuroimaging; however, its meaning is often left implicit. Prompted by observations and discussions at the 2025 Organization for Human Brain Mapping (OHBM) Annual Meeting, we surveyed members of the neuroimaging community to examine how generative models are defined, used, and evaluated in practice. Responses revealed some agreement on functional criteria— such as...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
c13b81b9-ebb9-5fa8-9b2d-0638c8912e9f
DOI
10.64898/2026.01.13.698266
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
What Is a Generative Model? Definitions, Disagreements, and Evaluation in Human NeuroimagingDOI 10.64898/2026.01.13.698266
GenBrain: A Generative Foundation Model of Multimodal Brain ImagingSemantic proximity
GenBrain: A Generative Foundation Model of Multimodal Brain ImagingSemantic proximity
Deep Generative Analysis for Task-Based Functional MRI ExperimentsSemantic proximity
Generative AI and Foundation Models: Redefining Intelligence, Creativity, and Scalability in the Digital EraSemantic proximity
NeuroVLM: A generative vision-language framework for human neuroimagingSemantic proximity
Probabilistic Inference on Virtual Brain Models of DisordersSemantic proximity
A weighted generative model of the human connectomeSemantic proximity
Representation, Alignment, and Generation: A Comprehensive Survey of Foundation Models for Non-Invasive Brain DecodingSemantic proximity
Generative learning with multimodal prompts as computational model for brain responsesSemantic proximity
Generative Artificial Intelligence Model for Simulating Brain Structural Changes in SchizophreniaSemantic proximity
Generating realistic neurophysiological time series with denoising diffusion probabilistic modelsSemantic proximity
The Hippocampal Latent Diffusion Engine: A Computational Framework for Memory, Perception, and Cognitive DysfunctionSemantic proximity
Select a neighboring publication to make it the new centre.